Knowledge Compensation-Based Active Fault-Tolerant Control for Wastewater Treatment Process
IEEE Transactions on Cybernetics
|September 3, 2025
Summary
A new knowledge compensation-based active fault-tolerant control (KC-AFTC) ensures wastewater treatment plant safety despite unknown faults. This method maintains stable operation using a novel control law derived from performance functions and fault data.
Area of Science:
- Environmental Engineering
- Control Systems Engineering
Background:
- Fault-tolerant control (FTC) is crucial for wastewater treatment plant (WWTP) safety.
- Unknown faults in WWTPs challenge existing FTC strategies due to uncertainties and disturbances.
Purpose of the Study:
- To design a novel knowledge compensation-based active fault-tolerant control (KC-AFTC) for WWTPs.
- To ensure continuous safe and stable operation of WWTPs even with unknown faults.
Main Methods:
- Introduction of a knowledge-based prescribed performance function (KPPF) to constrain WWTP performance.
- Development of a knowledge compensation mechanism (KCM) using KPPF and fault data to reconstruct control laws.
- Stability analysis using Lyapunov theory.
Main Results:
- The proposed KC-AFTC effectively constrains transient and steady-state performance.
- KC-AFTC maintains continuous safe and stable WWTP operation under fault conditions.
- Validation through simulation and a real WWTP confirmed outstanding stability and fault tolerance.
Conclusions:
- KC-AFTC provides a robust solution for fault tolerance in WWTPs.
- The method ensures desirable operational performance despite system uncertainties and faults.
- Lyapunov stability analysis offers a theoretical foundation for practical implementation.
Related Concept Videos
Control Systems
1.4K
Control systems are everywhere in contemporary society, influencing diverse applications from aerospace to automated manufacturing. These systems can be found naturally within biological processes, such as blood sugar regulation and heart rate adjustment in response to stress, as well as in man-made systems like elevators and automated vehicles. A control system is essentially a network of subsystems and processes that collaboratively convert specific inputs into desired outputs.
At the heart...
At the heart...
1.4K
Load-frequency control
254
Load-frequency control (LFC) is vital for maintaining power system stability, ensuring that frequency and power flows remain within acceptable limits during load changes. Turbine-governor control eliminates rotor accelerations and decelerations following load changes. However, a steady-state frequency error persists when the change in the turbine-governor reference setting is zero. In an interconnected power system, each area agrees to export or import a scheduled amount of power through...
254
Feedback control systems
416
Feedback control systems are categorized in various ways based on their design, analysis, and signal types.
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
416
Open and closed-loop control systems
987
Control systems are foundational elements in automation and engineering. They are broadly categorized into open-loop and closed-loop systems. These classifications hinge on the presence or absence of feedback mechanisms, significantly influencing the system's performance, complexity, and application.
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal...
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal...
987
Controlled-Current Coulometry: Overview
297
Controlled current coulometry, also known as amperostatic coulometry, is a technique used in electrochemical analysis to measure the quantity of a substance through the controlled passage of current. It involves the application of a constant current to an electrochemical cell containing the analyte of interest. As the current flows through the cell, the analyte undergoes a redox reaction at the electrode surface, resulting in a charge transfer. By monitoring the time required for a certain...
297
Coagulation
374
Colloidal solids are solid particles suspended in solution. They are usually negatively charged, attracting a compact primary layer of positively charged ions, which attract more counterions to form an electrical double layer. Electrostatic repulsion between the charged double layers prevents the particles from colliding, stabilizing the colloids. These solids are often undesirable because they can contain toxins that are difficult to remove. Coagulation is a technique that helps aggregate and...
374


